我有一个MS SQL表,其中包含具有以下列的库存数据:Id, Symbol, Date, Open, High, Low, Close
。
我想自行加入表格,因此我可以获得Close
的日常变化百分比。
我必须创建一个将表连接到自身的查询,每个记录都包含来自前一个会话的数据(请注意,我不能使用昨天的日期)。
我的想法是做这样的事情:
select * from quotes t1
inner join quotes t2
on t1.symbol = t2.symbol and
t2.date = (select max(date) from quotes where symbol = t1.symbol and date < t1.date)
但我不知道这是否是正确/最快的方式。在考虑性能时应该考虑什么? (例如,将UNIQUE索引放在(符号,日期)对上可以提高性能吗?)
此表中每年将有大约100,000条新记录。我正在使用MS SQL Server 2008
答案 0 :(得分:9)
一种选择是使用递归cte(如果我正确理解你的要求):
WITH RNCTE AS (
SELECT *, ROW_NUMBER() OVER (PARTITION BY symbol ORDER BY date) rn
FROM quotes
),
CTE AS (
SELECT symbol, date, rn, cast(0 as decimal(10,2)) perc, closed
FROM RNCTE
WHERE rn = 1
UNION ALL
SELECT r.symbol, r.date, r.rn, cast(c.closed/r.closed as decimal(10,2)) perc, r.closed
FROM CTE c
JOIN RNCTE r on c.symbol = r.symbol AND c.rn+1 = r.rn
)
SELECT * FROM CTE
ORDER BY symbol, date
如果您需要将每个符号的运行总计用作百分比更改,那么很容易为该数量添加额外的列 - 不能完全确定您的意图是什么,所以上面只是将当前关闭以前的结算金额。
答案 1 :(得分:3)
像这样的东西在SQLite中工作:
SELECT ..
FROM quotes t1, quotes t2
WHERE t1.symbol = t2.symbol
AND t1.date < t2.date
GROUP BY t2.ID
HAVING t2.date = MIN(t2.date)
鉴于SQLite是最简单的一种,也许在MSSQL中,这也可以在最小的变化下工作。
答案 2 :(得分:1)
你做这样的事情:
with OrderedQuotes as
(
select
row_number() over(order by Symbol, Date) RowNum,
ID,
Symbol,
Date,
Open,
High,
Low,
Close
from Quotes
)
select
a.Symbol,
a.Date,
a.Open,
a.High,
a.Low,
a.Close,
a.Date PrevDate,
a.Open PrevOpen,
a.High PrevHigh,
a.Low PrevLow,
a.Close PrevClose,
b.Close-a.Close/a.Close PctChange
from OrderedQuotes a
join OrderedQuotes b on a.Symbol = b.Symbol and a.RowNum = b.RowNum + 1
如果您将最后一个连接更改为左连接,则每个符号的第一个日期都会有一行,不确定是否需要。
答案 3 :(得分:1)
(symbol, date)
SELECT *
FROM quotes q_curr
CROSS APPLY (
SELECT TOP(1) *
FROM quotes
WHERE symbol = q_curr.symbol
AND date < q_curr.date
ORDER BY date DESC
) q_prev
答案 4 :(得分:0)
你可以这样做:
DECLARE @Today DATETIME
SELECT @Today = DATEADD(DAY, 0, DATEDIFF(DAY, 0, CURRENT_TIMESTAMP))
;WITH today AS
(
SELECT Id ,
Symbol ,
Date ,
[OPEN] ,
High ,
LOW ,
[CLOSE],
DATEADD(DAY, -1, Date) AS yesterday
FROM quotes
WHERE date = @today
)
SELECT *
FROM today
LEFT JOIN quotes yesterday ON today.Symbol = yesterday.Symbol
AND today.yesterday = yesterday.Date
这样就可以限制“今天”的结果,如果这是一个选项。
编辑:作为其他问题列出的CTE可能运行良好,但在处理100K行或更多行时,我倾向于使用ROW_NUMBER犹豫不决。如果前一天可能并不总是昨天,我倾向于在自己的查询中拉出前一天的支票,然后将其用作参考:DECLARE @Today DATETIME, @PreviousDay DATETIME
SELECT @Today = DATEADD(DAY, 0, DATEDIFF(DAY, 0, CURRENT_TIMESTAMP));
SELECT @PreviousDay = MAX(Date) FROM quotes WHERE Date < @Today;
WITH today AS
(
SELECT Id ,
Symbol ,
Date ,
[OPEN] ,
High ,
LOW ,
[CLOSE]
FROM quotes
WHERE date = @today
)
SELECT *
FROM today
LEFT JOIN quotes AS previousday
ON today.Symbol = previousday.Symbol
AND previousday.Date = @PreviousDay
答案 5 :(得分:0)
你有什么好。我不知道将子查询翻译成连接是否有帮助。但是,你要求它,所以这样做的方法可能是再次将表连接到自己。
select *
from quotes t1
inner join quotes t2
on t1.symbol = t2.symbol and t1.date > t2.date
left outer join quotes t3
on t2.symbol = t3.symbol and t2.date > t3.date
where t3.date is null
答案 6 :(得分:0)
您可以使用CTE和ROW_NUMBER排名功能
选项 ;WITH cte AS
(
SELECT symbol, date, [Open], [High], [Low], [Close],
ROW_NUMBER() OVER(PARTITION BY symbol ORDER BY date) AS Id
FROM quotes
)
SELECT c1.Id, c1.symbol, c1.date, c1.[Open], c1.[High], c1.[Low], c1.[Close],
ISNULL(c2.[Close] / c1.[Close], 0) AS perc
FROM cte c1 LEFT JOIN cte c2 ON c1.symbol = c2.symbol AND c1.Id = c2.Id + 1
ORDER BY c1.symbol, c1.date
为了提高性能(避免排序和RID查找),请使用此索引
CREATE INDEX ix_symbol$date_quotes ON quotes(symbol, date) INCLUDE([Open], [High], [Low], [Close])
上的简单演示